Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Claims, flag “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405802	CLM	Harold V Reynolds	1985-09-02	UHC-89498-76	—	7204 Bayshore Dr, Tampa, FL, 33604	0.34	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
CLM-416557	CLM	Mei Le	—	UHC-19059-48	5845439885	1892 Forest Ave, Sacramento, CA, 95827	0.34	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
CLM-421798	CLM	Jacqueline Hicks	1938-03-12	—	3807367879	9011 Cedar Ln # 748, Columbus, OH, 43214	0.34	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-420781	CLM	Shirley Brooks	2008-01-09	UHC-97696-13	—	9548 Washington St, Atlanta, GA, 30396	0.36	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-427612	CLM	Banks Keith	1985-08-09	—	7187738586	6227 Park Pl, Charlotte, NC, 28200	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-403597	CLM	Isabella Griffin	1958-12-20	—	8117320200	2457 Willow Ct, Dallas, TX, 75237	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-419253	CLM	Andrea F King	1960-01-13	—	—	2238 Sage Ct, San Antonio, TX, 78213	0.36	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+4 more
CLM-419956	CLM	Joshua F Jenkins	1989-04-19	UHC-51257-13	3484544578	7462 Maple Ave # 588, Gilbert, AZ, 85241	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-405372	CLM	Jennifer Berry	1935-05-01	—	—	6932 Ocean Ave Apt 9, Chandler, AZ, 85295	0.36	Unit split from street Street suffix standardised Address re-cased City re-cased+4 more
CLM-430091	CLM	Yuki Spencer	1940-06-28	UHC-90438-72	8185216253	2541 Cedar Ln # 513, Plano, TX, 75002	0.36	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-420293	CLM	Christian Lopez	1953-01-23	—	3562728870	2080 Ocean Ave, Las Vegas, NV, 89141	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-401243	CLM	Douglas Simmons	1957-03-21	UHC-32473-84	6855865248	7378 Main St, Houston, TX, 77056	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-410066	CLM	Martha V Walker	1956-04-23	—	2488683614	5551 Highland Ave, Phoenix, AZ, 85011	0.36	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+4 more
CLM-401890	CLM	Olivia Peterson	—	UHC-82814-76	—	2619 Union St, Phoenix, AZ, 85001	0.36	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
CLM-407226	CLM	Lauren Howard	2003-10-01	UHC-36100-80	—	5084 River Rd, Gilbert, AZ, 85251	0.36	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-418425	CLM	Kathryn Henderson	2006-01-19	UHC-99531-61	—	3638 Pine Dr, Sacramento, CA, 95892	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-402854	CLM	Omar Wallace	2001-05-06	UHC-93067-55	7379933580	9222 Ridge Rd, Charlotte, NC, 28236	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-429586	CLM	Dylan B Yang	—	UHC-03495-85	—	5592 Lake View Rd, Tucson, AZ, 85758	0.36	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
CLM-432769	CLM	Margaret Hall	2004-11-13	—	—	548 Canyon Rd, Gilbert, AZ, 85212	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-430663	CLM	Denise Thomas	2005-05-27	UHC-95294-86	6065508160	5820 Lincoln Way, Austin, TX, 78748	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-419609	CLM	Isabella Wood	1988-12-17	—	—	7613 Willow Ct, Denver, CO, 80218	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-430793	CLM	Lawrence Silva	1974-07-17	—	—	5164 Canyon Rd, Fresno, CA, 93726	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-412631	CLM	Nancy Richardson	2005-07-04	UHC-90846-48	7873241537	8986 Willow Ct, Houston, TX, 77006	0.36	Street suffix standardised Address re-cased City re-cased State name converted to code+4 more
CLM-417023	CLM	Jeremy Singh	1972-01-20	UHC-23990-52	—	5535 Bayshore Dr, Atlanta, GA, 30387	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-423180	CLM	Karen Campbell	1942-01-28	—	—	4437 River Rd, Columbus, OH, 43264	0.36	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+4 more
CLM-426103	CLM	Diana V Walker	1939-03-20	UHC-90580-27	2614152543	2920 Park Pl, Dallas, TX, 75236	0.36	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-411189	CLM	Dot T Richardson	1948-07-07	—	—	9509 Indian School Rd Apt 35, Charlotte, NC, 28278	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-425438	CLM	Donna Hicks	1952-04-13	UHC-61983-32	2439311212	2177 Highland Ave # 112, Tempe, AZ, 85215	0.36	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-400427	CLM	Heather Hunt	2001-05-18	UHC-54458-17	8444312433	4288 Baseline Rd, Sacramento, CA, 95890	0.36	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-414290	CLM	Valentina B Coleman	1984-04-09	UHC-82461-63	6408611472	5143 Market St, Nashville, TN, 37207	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
CLM-401794	CLM	Grace James	1987-11-21	—	3673634599	6385 River Rd # 597, Las Vegas, NV, 89188	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-426172	CLM	Carl T Sms	1953-05-05	—	—	2766 Desert Sky Blvd, Plano, TX, 75078	0.36	Middle initial moved out of first name Name re-cased Two-digit birth year Street suffix standardised+4 more
CLM-416900	CLM	Douglas Tucker	1971-11-13	—	—	7086 Cedar Ln, San Antonio, TX, 78281	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-416215	CLM	Alan Maldonado	1940-09-18	UHC-40405-98	9648640740	3947 Willow Ct # 416, Fresno, CA, 93760	0.36	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+4 more
CLM-411518	CLM	Peter A Wong	—	—	9166333386	1739 Central Ave, Tempe, AZ, 85283	0.36	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-412180	CLM	Stephanie Y Ruiz	1999-01-26	UHC-28633-53	—	1752 Main St, Eden Prairie, MN, 55329	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-422425	CLM	Lawrence Sooto	1974-08-02	UHC-60682-84	5823902790	6232 Willow Ct Apt 30, Tempe, AZ, 85269	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-405335	CLM	Sofia Hart	2007-01-01	UHC-60364-39	3126488737	346 Meadow Ln, Tampa, FL, 33655	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431102	CLM	Alexis Murray	1990-12-15	UHC-07375-77	—	5747 Camelback Rd, San Diego, CA, 92131	0.38	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-413916	CLM	Dorothy Wods	1942-01-03	UHC-01218-90	5562839603	5620 Indian School Rd, Houston, TX, 77069	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419379	CLM	Albert Ellis	2001-08-08	—	—	860 Ocean Ave, Houston, TX, 77050	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-424718	CLM	Paul Gordon	1954-05-19	—	6838472125	9470 Camelback Rd, Miami, FL, 33165	0.38	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-403215	CLM	Priya West	2006-07-03	UHC-15513-78	2154121453	7070 Oak St, Charlotte, NC, 28252	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427060	CLM	Amanda Singh	1946-10-03	—	—	2132 Baseline Rd, Dallas, TX, 75274	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-417893	CLM	Justin P Tran	1941-03-07	—	4994592312	3195 Market St, Mesa, AZ, 85232	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429629	CLM	Amber Banks	1975-11-16	—	—	2815 Lincoln Way, Fresno, CA, 93792	0.38	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+3 more
CLM-419974	CLM	Ann M Weaver	1980-11-21	UHC-46632-16	9092391968	2201 Apache Blvd, Miami, FL, 33157	0.38	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425448	CLM	Luis Garza	1999-10-08	—	—	6467 Pine Dr, Nashville, TN, 37258	0.38	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-425447	CLM	Sarah Bailey	1971-09-27	UHC-07917-53	—	5551 Washington St # 479, Dallas, TX, 75228	0.38	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-405049	CLM	Timothy Lopez	—	UHC-58975-81	5136726619	9308 Meadow Ln, Nashville, TN, 37271	0.38	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more

2,352 rows, page 2 of 48Previous Next